On the Relationship between Data Efficiency and Error for Uncertainty Sampling
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VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building [Technical Report]
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Published in arXiv.org (25.07.2023)
Published in arXiv.org (25.07.2023)
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Active Learning with Expected Error Reduction
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Published in arXiv.org (17.11.2022)
Published in arXiv.org (17.11.2022)
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LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning
Zhang, Jifan, Chen, Yifang, Canal, Gregory, Mussmann, Stephen, Das, Arnav M, Bhatt, Gantavya, Zhu, Yinglun, Bilmes, Jeffrey, Du, Simon Shaolei, Jamieson, Kevin, Nowak, Robert D
Published in arXiv.org (01.03.2024)
Published in arXiv.org (01.03.2024)
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An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models
Bhatt, Gantavya, Chen, Yifang, Das, Arnav M, Zhang, Jifan, Truong, Sang T, Mussmann, Stephen, Zhu, Yinglun, Bilmes, Jeffrey, Du, Simon S, Jamieson, Kevin, Ash, Jordan T, Nowak, Robert D
Published in arXiv.org (08.07.2024)
Published in arXiv.org (08.07.2024)
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Comparing the Value of Labeled and Unlabeled Data in Method-of-Moments Latent Variable Estimation
Chen, Mayee F, Cohen-Wang, Benjamin, Mussmann, Stephen, Sala, Frederic, Ré, Christopher
Published in arXiv.org (03.03.2021)
Published in arXiv.org (03.03.2021)
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Selection via Proxy: Efficient Data Selection for Deep Learning
Coleman, Cody, Yeh, Christopher, Mussmann, Stephen, Mirzasoleiman, Baharan, Bailis, Peter, Liang, Percy, Leskovec, Jure, Zaharia, Matei
Published in arXiv.org (27.10.2020)
Published in arXiv.org (27.10.2020)
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DataComp: In search of the next generation of multimodal datasets
Gadre, Samir Yitzhak, Ilharco, Gabriel, Fang, Alex, Hayase, Jonathan, Smyrnis, Georgios, Nguyen, Thao, Ryan, Marten, Wortsman, Mitchell, Ghosh, Dhruba, Zhang, Jieyu, Orgad, Eyal, Entezari, Rahim, Daras, Giannis, Pratt, Sarah, Ramanujan, Vivek, Bitton, Yonatan, Marathe, Kalyani, Mussmann, Stephen, Vencu, Richard, Cherti, Mehdi, Krishna, Ranjay, Pang Wei Koh, Saukh, Olga, Ratner, Alexander, Song, Shuran, Hannaneh Hajishirzi, Farhadi, Ali, Beaumont, Romain, Oh, Sewoong, Dimakis, Alex, Jitsev, Jenia, Carmon, Yair, Shankar, Vaishaal, Schmidt, Ludwig
Published in arXiv.org (20.10.2023)
Published in arXiv.org (20.10.2023)
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Concept Bottleneck Models
Pang Wei Koh, Nguyen, Thao, Tang, Yew Siang, Mussmann, Stephen, Pierson, Emma, Been, Kim, Liang, Percy
Published in arXiv.org (29.12.2020)
Published in arXiv.org (29.12.2020)
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Understanding Trajectory Behavior: A Motion Pattern Approach
Kalayeh, Mahdi M, Mussmann, Stephen, Petrakova, Alla, Niels da Vitoria Lobo, Shah, Mubarak
Published in arXiv.org (04.01.2015)
Published in arXiv.org (04.01.2015)
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